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           "    var status_bar = document.createElement('span');\n",
           "    status_bar.classList = 'mpl-message pull-right';\n",
           "    toolbar.appendChild(status_bar);\n",
           "    this.message = status_bar;\n",
           "\n",
           "    // Add the close button to the window.\n",
           "    var buttongrp = document.createElement('div');\n",
           "    buttongrp.classList = 'btn-group inline pull-right';\n",
           "    button = document.createElement('button');\n",
           "    button.classList = 'btn btn-mini btn-primary';\n",
           "    button.href = '#';\n",
           "    button.title = 'Stop Interaction';\n",
           "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
           "    button.addEventListener('click', function (_evt) {\n",
           "        fig.handle_close(fig, {});\n",
           "    });\n",
           "    button.addEventListener(\n",
           "        'mouseover',\n",
           "        on_mouseover_closure('Stop Interaction')\n",
           "    );\n",
           "    buttongrp.appendChild(button);\n",
           "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
           "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
           "};\n",
           "\n",
           "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
           "    var fig = event.data.fig;\n",
           "    if (event.target !== this) {\n",
           "        // Ignore bubbled events from children.\n",
           "        return;\n",
           "    }\n",
           "    fig.close_ws(fig, {});\n",
           "};\n",
           "\n",
           "mpl.figure.prototype._root_extra_style = function (el) {\n",
           "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
           "};\n",
           "\n",
           "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
           "    // this is important to make the div 'focusable\n",
           "    el.setAttribute('tabindex', 0);\n",
           "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
           "    // off when our div gets focus\n",
           "\n",
           "    // location in version 3\n",
           "    if (IPython.notebook.keyboard_manager) {\n",
           "        IPython.notebook.keyboard_manager.register_events(el);\n",
           "    } else {\n",
           "        // location in version 2\n",
           "        IPython.keyboard_manager.register_events(el);\n",
           "    }\n",
           "};\n",
           "\n",
           "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
           "    // Check for shift+enter\n",
           "    if (event.shiftKey && event.which === 13) {\n",
           "        this.canvas_div.blur();\n",
           "        // select the cell after this one\n",
           "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
           "        IPython.notebook.select(index + 1);\n",
           "    }\n",
           "};\n",
           "\n",
           "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
           "    fig.ondownload(fig, null);\n",
           "};\n",
           "\n",
           "mpl.find_output_cell = function (html_output) {\n",
           "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
           "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
           "    // IPython event is triggered only after the cells have been serialised, which for\n",
           "    // our purposes (turning an active figure into a static one), is too late.\n",
           "    var cells = IPython.notebook.get_cells();\n",
           "    var ncells = cells.length;\n",
           "    for (var i = 0; i < ncells; i++) {\n",
           "        var cell = cells[i];\n",
           "        if (cell.cell_type === 'code') {\n",
           "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
           "                var data = cell.output_area.outputs[j];\n",
           "                if (data.data) {\n",
           "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
           "                    data = data.data;\n",
           "                }\n",
           "                if (data['text/html'] === html_output) {\n",
           "                    return [cell, data, j];\n",
           "                }\n",
           "            }\n",
           "        }\n",
           "    }\n",
           "};\n",
           "\n",
           "// Register the function which deals with the matplotlib target/channel.\n",
           "// The kernel may be null if the page has been refreshed.\n",
           "if (IPython.notebook.kernel !== null) {\n",
           "    IPython.notebook.kernel.comm_manager.register_target(\n",
           "        'matplotlib',\n",
           "        mpl.mpl_figure_comm\n",
           "    );\n",
           "}\n"
          ],
          "text/plain": [
           "<IPython.core.display.Javascript object>"
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
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\" width=\"640\">"
          ],
          "text/plain": [
           "<IPython.core.display.HTML object>"
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "source": [
        "def tensor_vector_distance(S, u):\n",
        "    dim = S.shape[1:]\n",
        "    S = S.reshape(6,-1)\n",
        "    dist = np.dot(S[0:3].T,u**2) + 2*np.dot(S[3:].T,u[[0,0,1]]*u[[1,2,2]])\n",
        "    return dist.reshape(dim)\n",
        "\n",
        "fig, ax = plt.subplots()\n",
        "u = np.array([0,0,1])\n",
        "dist = tensor_vector_distance(S,u)\n",
        "plt.imshow(dist[74])\n",
        "plt.show()"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "## K-means like clustering of structure tensor using tensor-vector distance\n",
        "Tensor-vector distance allows clustering tensors using an approach similar to k-means. Here, every cluster is characterized by an orientation vector, and consists of the tensors which have a small distance to this orientation. The advantage of the approach is that it operates on tensors, and does not require their eigendecomposition. Only computation of cluster orientation requires eigendecomposition. "
       ]
      },
      {
       "cell_type": "code",
       "execution_count": null,
       "metadata": {},
       "outputs": [],
       "source": []
      }
     ],
     "metadata": {
      "kernelspec": {
       "display_name": "Python 3 (ipykernel)",
       "language": "python",
       "name": "python3"
      },
      "language_info": {
       "codemirror_mode": {
        "name": "ipython",
        "version": 3
       },
       "file_extension": ".py",
       "mimetype": "text/x-python",
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
       "version": "3.8.5"
      }
     },
     "nbformat": 4,
     "nbformat_minor": 2
    }